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  • Mlops

MLOps Courses

MLOps courses can help you learn deployment strategies, model monitoring, and continuous integration and delivery for machine learning projects. You can build skills in automating workflows, managing data pipelines, and ensuring compliance with governance standards. Many courses introduce tools like TensorFlow, Kubernetes, and MLflow, that support operationalizing AI models and streamlining collaboration between data scientists and IT teams.


Popular MLOps Courses and Certifications


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    Packt

    Apache Airflow Best Practices

    Skills you'll gain: Apache Airflow, AI Workflows, MLOps (Machine Learning Operations), Multi-Tenant Cloud Environments, Data Pipelines, Workflow Management, Business Workflow Analysis, Cloud Deployment, Application Deployment, CI/CD, Data Migration, Devops Tools, Cloud Platforms, DevOps, Configuration Management, Python Programming, Scalability, Performance Tuning

    Intermediate · Course · 3 - 6 Months

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    Coursera

    Advanced RAG Patterns

    Skills you'll gain: Retrieval-Augmented Generation, Prompt Patterns, Agentic systems, Performance Testing, Prompt Engineering, Generative AI Agents, Generative AI, Agentic Workflows, Performance Tuning, Model Evaluation, Verification And Validation, Large Language Modeling, MLOps (Machine Learning Operations), Embeddings

    Intermediate · Course · 1 - 4 Weeks

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    Google Cloud

    AI Infrastructure: Storage Options

    Skills you'll gain: Data Infrastructure, Model Training, Data Preprocessing, Model Deployment, Data Storage Technologies, Data Processing, Model Optimization, AI Workflows, Data Persistence, Data Pipelines, Data Access, File Systems

    Intermediate · Course · 1 - 3 Months

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    Coursera

    Validating and Safeguarding Production AI

    Skills you'll gain: Anomaly Detection, MLOps (Machine Learning Operations), AI Security, Software Engineering, Model Training, DevOps, Software Quality Assurance, Maintainability, CI/CD, Model Deployment, Performance Tuning, Security Testing, Model Evaluation, Secure Coding, Performance Testing, Continuous Monitoring, Integration Testing, Sampling (Statistics), Data Validation, Python Programming

    Intermediate · Course · 1 - 3 Months

  • Status: New
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    Coursera

    Optimize AI: Build Reusable Model Pipelines

    Skills you'll gain: Model Optimization, Model Deployment, AI Workflows, Scikit Learn (Machine Learning Library), Model Evaluation, Data Preprocessing, Version Control

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial
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    Google Cloud

    Smart Analytics, Machine Learning, and AI on GCP en Français

    Skills you'll gain: Google Cloud Platform, Model Deployment, Tensorflow, MLOps (Machine Learning Operations), Machine Learning Methods, Cloud API, Applied Machine Learning, Unstructured Data, Model Training, Machine Learning, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence

    Intermediate · Course · 1 - 3 Months

  • Status: New
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    Pragmatic AI Labs

    Fine-Tuning Transformers with Hugging Face

    Skills you'll gain: Fine-tuning, CI/CD, Hugging Face, Continuous Deployment, Model Evaluation, Applied Machine Learning, Continuous Integration, Model Training, Transfer Learning, MLOps (Machine Learning Operations), Data Preprocessing, Model Deployment, Model Optimization, Data Pipelines, Natural Language Processing

    Intermediate · Course · 1 - 4 Weeks

  • Status: New
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    Coursera

    Optimize and Deploy Edge AI Models

    Skills you'll gain: Model Optimization, Model Deployment, MLOps (Machine Learning Operations), Tensorflow, Performance Analysis, Applied Machine Learning

    Intermediate · Course · 1 - 4 Weeks

  • Status: New
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    Coursera

    Automate, Optimize, and Maintain AI Systems

    Skills you'll gain: AI Security, Ansible, Patch Management, MLOps (Machine Learning Operations), Generative AI, System Monitoring, Incident Response, Incident Management, Continuous Monitoring, IT Automation, Disaster Recovery, Automation, Predictive Analytics

    Intermediate · Course · 1 - 4 Weeks

  • Status: New
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    Status: Preview
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    Starweaver

    Threat Hunting Techniques

    Skills you'll gain: Cyber Threat Hunting, Splunk, Threat Detection, Jupyter, Anomaly Detection, Threat Management, Cybersecurity, Data Analysis, Data Science, Data Wrangling, Applied Machine Learning, Security Information and Event Management (SIEM), Data Cleansing, Data Transformation, Data Preprocessing, MLOps (Machine Learning Operations), Unsupervised Learning, Automation

    Intermediate · Course · 1 - 3 Months

  • Status: New
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    Status: Free Trial
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    SAS

    SAS Certification Practice Exams

    Skills you'll gain: Model Deployment, Logistic Regression, Model Training, Probability & Statistics, Model Evaluation, Statistical Software, Machine Learning Methods, Machine Learning Software

    Mixed · Course · 1 - 4 Weeks

  • Status: Preview
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    Google Cloud

    Introdução à IA e ao machine learning no Google Cloud

    Skills you'll gain: Google Cloud Platform, Google Gemini, Generative AI Agents, Generative AI, MLOps (Machine Learning Operations), Applied Machine Learning, AI Workflows, Artificial Intelligence, Model Training, Cloud Infrastructure, Big Data, Model Deployment, Data Infrastructure, Prompt Engineering, Large Language Modeling, Agentic Workflows, Natural Language Processing, Model Evaluation, Predictive Modeling, Cloud Storage

    Beginner · Course · 1 - 3 Months

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In summary, here are 10 of our most popular mlops courses

  • Apache Airflow Best Practices: Packt
  • Advanced RAG Patterns: Coursera
  • AI Infrastructure: Storage Options: Google Cloud
  • Validating and Safeguarding Production AI: Coursera
  • Optimize AI: Build Reusable Model Pipelines: Coursera
  • Smart Analytics, Machine Learning, and AI on GCP en Français: Google Cloud
  • Fine-Tuning Transformers with Hugging Face: Pragmatic AI Labs
  • Optimize and Deploy Edge AI Models: Coursera
  • Automate, Optimize, and Maintain AI Systems: Coursera
  • Threat Hunting Techniques: Starweaver

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